Kimi K2 API Yosasidwa

Matsamba ambiri a "mtundu wotsika mtengo" ndi enieni okhudza mtundu waung'ono wovala dzina la banja la mtundu waukulu. Iyi si imodzi mwa izo. Kimi K2.6 ndi maziko onse a mlingo wa frontier — tiriliyoni ya zigawo za Mixture-of-Experts yosakanikirana, yokhala ndi wosindikiza wa masomphenya woyambirira ndi pulogalamu ya maphunziro yoyang'ana molunjika pa kugwiritsa ntchito zida za agentic. Chomwe chimapangitsa kukhala mlingo wamtengo wotsika si ubongo waung'ono koma njira yolimba kwambiri ya kupanikiza. Choncho funso si "kodi ndi labwino mokwanira?" koma "ntchito ziti zenizeni zimazindikira kusiyana pakati pa iyi ndi mnzake wokwera mtengo kuwirikiza 5?" Gawo lalikulu la nkhaniyi likuyankha izo.

01Kodi Kimi K2.6 ndi chiyani, zoonadi?

Kimi K2.6 ndi mtundu wa zolemera zotseguka wochokera ku Moonshot AI, labotale ya ku Beijing yomwe ili kumbuyo kwa mndandanda wa Kimi, yotulutsidwa pa April 20, 2026. Imatengera kapangidwe kamene kanapangitsa K2 kudziwika: transformer ya Mixture-of-Experts yosakanikirana yokhala ndi pafupifupi tiriliyoni imodzi ya zigawo zonse ndi pafupifupi mabiliyoni 32 zogwira ntchito pa token, zokonzedwa ngati akatswiri 384, 8 ogawidwa ntchito kuphatikiza 1 wogawana pa chosanjikiza chilichonse pa zosanjikiza 61, ndi Multi-head Latent Attention. Gawo laling'ono lokha la tiriliyoniyo limayaka pa token iliyonse yoperekedwa — ndicho chifukwa chenicheni chake mtundu wa kukula kumeneku ungathe kuikidwa mtengo wa masenti.

Mbadwoyi ndi yofunika chifukwa cha chomwe Moonshot inayang'ana kukonza. K2 yoyambirira inaphunzitsidwa mwakale pa pafupifupi matiriliyoni 15.5 a ma token pogwiritsa ntchito optimizer ya Muon / MuonClip, yomangidwa mwadala kuti isunge MoE ya tiriliyoni imodzi ya zigawo kuti isavutike ndi kuphulika kwa chisamalira ndi zowombera za kutayika zimene zimasokoneza maphunziro pa mlingo umenewo; Moonshot inanena kuti panalibe kusakhazikika kulikonse pa maphunziro onse. Izi ndi zoyambirira kuposa china chilichonse — zinawathandiza kugwiritsa ntchito ndalama za maphunziro pa khalidwe la agentic m'malo mothana ndi moto.

K2.6 imawonjezera izi m'njira ziwiri. Choyamba, ndi zamitundu yambiri mwachibadwa: zithunzi ndi ma frame a kanema zimadutsa mu MoonViT, wosindikiza wa masomphenya wa pafupifupi zigawo 400M umene umagawa chithunzi kukhala zidutswa za 448x448 ndikuyika chidutswa chilichonse mwachindunji mu malo a token a mtundu wa chilankhulo — ma token a masomphenya amakhala mu mndandanda womwewo ndi zina zonse, osati mu wolemba zolongosola womangiriridwa umene umadyetsa mtundu wosaona. Chachiwiri, imamangidwa kuti izitha kulamulira kuya: ntchito ya Agent Swarm ya Moonshot ikunena za kulinganiza pakati pa ma sub-agent okwana 300 odziwa madera osiyanasiyana ndi masitepe okwana 4,000 olinganizidwa mu kuyenda kumodzi kodzilamulira.

Mawonekedwe a benchmark ofalitsidwa ndi Moonshot

Awa ndi ziwerengero zofalitsidwa ndi Moonshot za maziko a K2.6 osapanikizidwa, osati miyeso yathu. Othandiza pa mawonekedwe, osati pa kulondola:

Werengani mawonekedwe, osati manambala okha. Zotsatira za kugwiritsa ntchito zida ndi zosakira zimakhala pamwamba; zotsatira za kuvuta kwenikweni zimakhala pansi. Icho ndi chizindikiro cha mtundu wophunzitsidwa kuchita bwino m'malo kudziwa chilichonse — kusinthana koyenera ngati agent yanu ili ndi bulaozara, shelo ndi dongosolo la mafayilo, kosayenera ngati mukufunsa funso limodzi lovuta popanda zida zilizonse zomangiriridwa.

02Chomwe W4A16-AUTOROUND-REAP amatanthauza

Chowonjezera pa id ya mtundu si chokongoletsa. Ndi njira yeniyeni ya kupanikiza, yofalitsidwa kuti muthe kulingalira za kusinthana kumene mukupanga.

• W4A16 — zolemera pa mabiti 4, zochitika zowerengedwa pa 16. Kukumbukira kwa zolemera kumatsika pafupifupi kuwirikiza 4 poyerekeza ndi bf16 pomwe masamu amene amasonkhanitsa cholakwika amakhalabe pa kulondola kwa 16-bit. Iyi ndi malo wamba a kutumikira wa mtundu wapamwamba pa mitundu yaikulu kwambiri ya MoE.
• AUTOROUND — chowunikira cha AutoRound cha Intel. Kuzungulira ku pafupi mosaganizira kumasamalira kulemera kulikonse padera ndipo kumataya chidziwitso chimene mtunduwo unkadalira; AutoRound imene imaphunzira zisankho za kuzungulira motsutsana ndi deta ya kuyeza m'malo mwake. Pa cholinga cha 4-bit ndicho kusiyana pakati pa mtundu umene ukupitirirabe kutsatira schema ndi umene ukusochera.
• REAP — Router-weighted Expert Activation Pruning, yochokera ku Cerebras Research (arXiv 2510.13999, ICLR 2026). Akatswiri ambiri mu MoE amapatsidwa ntchito pang'ono. REAP imayerekezera katswiri aliyense potengera mfundo za router gate ndi ma norm a kugwira ntchito, kenako imachotsa ochepa kwambiri ofunika mu kudutsa kamodzi. Zotsatira zofalitsidwa: mpaka 50% ya akatswiri kudulidwa pa mitundu ya tiriliyoni ya zigawo pomwe zikusunga mtundu wa maziko kwambiri, ndi kudula kupambana kuphatikiza akatswiri pa ntchito zopanga — kuphatikiza kumasakaniza akatswiri pamodzi mosamveka, kudula kumangochotsa amene sagwiritsidwa ntchito.

Mukagwiritsa ntchito mu dongosolo limeneli — dulani choyamba, kenako panikizani chotsalachi — mumapeza mtundu umene umakwana ndi kuyenda mofulumira popanda kugwa kwa mtundu kumene njira iliyonse yokha ikanayambitsa pa magawo amenewa. Kunena moona za mtengo: mtundu wopanikizidwa suli wofanana ndi woyambirira mpaka biti imodzi. Chomwe njirayi imagula ndi chakuti kuwonongeka kumagwera kumene simungazindikire — njira za router zosowa, mchira wa ma token otsika mwayi — m'malo mokhala mu kutsatira malangizo, mawonekedwe a kuyitanitsa ntchito, kapena kutsatira schema.

03Chomwe "chosasidwa" chimatanthauza pa endpoint iyi

Chosasidwa pano ndi mawu okhudza kapangidwe, osati mkhalidwe wa maganizo. Palibe wosanjikiza wa kukana patsogolo pa mtunduwo ndipo palibe kusefa kwa zinthu pa zotulutsa zake. Pempho lanu limafika ku maziko ndipo yankho lake limafika kwa inu; palibe chomwe chimayimitsa mbali iliyonse.

Kusiyanaku ndikofunika, chifukwa "chosasidwa" chimagwiritsidwa ntchito mosamala pang'ono. Zinthu zitatu zosiyana zimaphatikizidwa mu liwuli:

1. Kuika zolowetsa m'magulu — mtundu wina umawerenga funso lanu ndikuganiza ngati ulole kuti lidutse. Sichilipo pano.
2. Kusefa kwa zotulutsa — chowunikira chimayang'ana mawu opangidwa ndikudula kapena kusintha. Sichilipo pano.
3. Zizolowezi za maziko okha — chilichonse chimene mtundu woyambira unaphunzira mu maphunziro. Izo ndi za mtunduwo, ndipo sitikunena kuti tazifafaniza.

Ziwiri zoyambazi ndizo zimasokoneza machitidwe opanga zinthu, ndipo ndizo ziwiri zimene timachotsa. Chowunika chimene chimayaka pa 0.5% ya mapempho ndi chiwerengero cha kulephera cha 0.5% chimene simungachitsimikizire, simungachitsutse, ndipo simungachiwone kutabwera — ndipo pa unyolo wa masitepe 200 wa agent, kulephera kwa 0.5% pa sitepe kumasonkhana kukhala kuyenda kumene kumalephera nthawi zambiri kuposa kupambana. Kukana mu kambirano ndi chowononga; kukana pa sitepe 147 ya kuyenda kodzilamulira kumawononga mkhalidwe wa kuyendako ndikuwotcha chilichonse chimene munawononga kufika pomwepo. Pa ntchito za agent, kuchotsa mbali ya kukana ndi mkhalidwe wa kudalirika, osati kukonda kwa mawonekedwe.

Chotsatira chake ndi kuti udindo umasunthira kwa inu. Palibe khoma la chitetezo pakati pa pulogalamu yanu ndi ogwiritsa ntchito anu; ngati chinthu chanu chikufunikira chimodzi, mumachimanga kumene mungathe kuchiona, kuchikonza, ndi kuchilemba. Chonde werengani ndondomeko yathu ya kagwiritsidwe kaudindo poyamba.

04Kimi K2.6 motsutsana ndi Kimi K3: kuwirikiza 5 ndikofunika liti?

Ichi ndicho chisankho chimene owerenga ambiri anabwera nacho, choncho nayi popanda kubisa. Kimi-K3 · 3BIT-REAP ndi maziko akulu kwambiri, atsopano: yolengezedwa pa July 16, 2026 yokhala ndi zolemera zotseguka pa July 27, pa pafupifupi matiriliyoni 2.8 a zigawo zonse ndi pafupifupi mabiliyoni 104 zogwira ntchito pa token — kupitirira kuwirikiza 3 kwa masamu ogwira ntchito a K2.6. Mwaukulu, Moonshot ikuika K3 pa pafupifupi kuwirikiza 5 kwa mtengo wa K2.6, ndipo mtengo wa gateway yathu ukutsatira chiŵerengero chimenecho.

	Kimi-K2.6 · W4A16-AUTOROUND-REAP	Kimi-K3 · 3BIT-REAP
Kulowa / ma token 1M	$0.78	$3.83
Kutuluka / ma token 1M	$3.67	$19.12
Context	262,144	262,144
Kutuluka kwambiri / pempho	16,384	16,384
Zolowetsa za masomphenya	Inde	Inde
Kuyitanitsa ntchito koyambirira	Inde	Inde
json_schema yolimba	Inde	Inde
Yosasidwa	Inde	Inde
Zigawo zogwira ntchito / token	~32B	~104B

Onani zomwe tebulo silikuwonetsa: palibe mzere umene K3 ili ndi mbali imene K2.6 ilibe. Zenera lomwelo, kutuluka kwambiri komweko, masomphenya omwewo, kuyitanitsa ntchito komweko, zotuluka zokonzedwa zomwezo, mkhalidwe womwewo wosasidwa, zilankhulo zomwezo zitatu. Kuwirikiza 5 kumagula chinthu chimodzi chokha — kuthekera koyera pa kudutsa kulikonse kwakutsogolo. Icho ndi chenicheni, koma ndi mzere umodzi wokha, ndipo sichichita kalikonse pa mizere imene siyo chotchinga chanu.

Mfundo ya context yenieni

Mwaukulu, mbali yaikulu ya K3 ndi context ya ma token 1M motsutsana ndi 262K ya K2.6. Pa gateway ya Shannon mitundu yonse iwiri imatumikiridwa pa ma token 262,144. Ngati context yaitali inali chifukwa chanu cholipirira kuwirikiza 5, chifukwacho sichigwira ntchito pano — mukanalipira mtengo wowonjezera ndi kupeza zenera lomwelo. Ichi ndi mtundu wa chinthu chimene wogulitsa amayesetsa kusiya osanenedwa, ndicho chifukwa chake chili mu mawu olimba.

Lipirani kuwirikiza 5 pamene

• Kudutsa kumodzi kuyenera kufika bwino. Kudutsa kumodzi kovuta kumene kuyesanso ndi kokwera mtengo kapena kosatheka — chochita chosabwerera, chisankho chomaliza cha unyolo wautali. Zigawo zambiri zogwira ntchito pa token ndicho chimene chimakweza malire pa kudutsa kumodzi.
• Ntchito ndi yodalira chidziwitso, osati zida. Kuphatikiza kwakuya kumene yankho liyenera kuchokera mu zolemera. Mawonekedwe a K2.6 ndi a agentic; chotsani zida ndipo maziko akulu amaonekera.
• Kuchuluka ndi kotsika ndipo zomwe zili pachiswe ndi zazikulu. Pa mayitanidwe 500 pa mwezi, kuwirikiza 5 ndi $40 m'malo mwa $8. Gulani mtundu wabwino kwambiri basi.

Musalipire kuwirikiza 5 pamene

• Mukuyendetsa unyolo. Kuyenda kwautali kwa agentic kumalamulidwa ndi masitepe amakina — kuwerenga fayilo, kuyitanitsa chida, kuyang'ana zotsatira, kusankha lotsatira — ndicho chimene K2.6 inaphunzitsidwa. Pa masitepe 200 kuwirikiza 5 ndi $7.71 poyerekeza ndi $38.29 pa kuyenda kulikonse.
• Mukusanthula zithunzi mochuluka. Ntchito za masomphenya zimalemera kwambiri pa ma token olowa ndipo kuganiza pa chinthu chilichonse ndi kosaya. Onani gawo 05; sikuli pafupi.
• Ntchito ndi kutulutsa deta, kuika m'magulu, kapena kusintha. Kutulutsa magawo mu zikalata, kuyika ma tikiti pa mizere, kulinganiza zolembedwa, chidule — ntchito zamalire kumene mtundu waukulu umatulutsa JSON yomweyo.
• Muli ndi sitepe ya kutsimikizira. Ngati zotulutsa zikuyang'aniridwa — mndandanda wa mayeso, chowunika cha schema, kudutsa kachiwiri, munthu — kuphonya nthawi zina ndi kotsika mtengo ndipo masamu amakonda kuchuluka mwatsimikizika. Ichi ndicho chotsutsana chosaganizidwa kwambiri pa mlingo wamtengo wotsika.

Mawonekedwe oyenera kutchulidwa: yendetsani K2.6 pa unyolo ndi K3 pa chiweruzo. Lolani mtundu wa agentic wotsika mtengo kuchita masitepe zana a kusonkhanitsa, kuyitanitsa ndi kulemba, kenako gwiritsani ntchito mayitanidwe amodzi okwera mtengo pa kupanga komaliza. Mitundu yonse iwiri imalankhula API yomweyo yolondola ndi context yofanana, choncho kusinthira ndi kusintha kwa mzere umodzi ku munda wa model.

05Masomphenya pa mtengo wogwira ntchito

Masomphenya ndicho chotchinga chakuthwa kwambiri cha K2.6 mu mndandanda uwu. Mwa mitundu khumi ndi iwiri yosasidwa pa gateway inayi yokha ndi imene imalandira zithunzi konse, ndipo K2.6 ndi yokhayo imene imaphatikiza zolowetsa za zithunzi ndi mzere wa agentic wa Kimi pansi pa dola imodzi pa miliyoni ya ma token olowa.

Ntchito za masomphenya zili ndi mawonekedwe osazolowereka a mtengo. Malinga ndi kufotokoza kofalitsidwa ndi Moonshot za MoonViT, chithunzi cha 1024x1024 chimasandulika kukhala pafupifupi ma token 576 a chithunzi — ndipo amenewo ndi ma token a kulowa, mbali yotsika mtengo. Ntchito yofala ya masomphenya imagwera pafupifupi kwathunthu pa mtengo wa $0.78 m'malo mwa $3.67. Tengani zithunzi 10,000, chilichonse chokhala ndi ma token ~200 a funso (choncho ~776 ma token olowa) ndi ma token ~150 a zotuluka zokonzedwa:

Ntchito	Kimi-K2.6	Kimi-K3	Kuwirikiza
Sitepe imodzi ya agent (40K kulowa / 2K kutuluka)	$0.0385	$0.1914	5.0×
Kuyenda kwa masitepe 200 kodzilamulira	$7.71	$38.29	5.0×
Zithunzi 10,000, zotuluka zokonzedwa	$11.56	$58.40	5.1×
Ntchito ya bulki (1M kulowa / 200K kutuluka)	$1.51	$7.65	5.1×

Zowerengedwa kuchokera pa mitengo ya mndandanda wa gateway ya Shannon. Kuyerekezera kwa ma token a chithunzi kumagwiritsa ntchito chiwerengero cha MoonViT chofalitsidwa ndi Moonshot cha ma token ~576 pa chithunzi cha 1024x1024; kugawa kwenikweni kwa ma token kumasiyana ndi kukula ndi mawonekedwe a chithunzi.

Njira ya zithunzi ya $11.56 ndi chinthu chimene mumayendetsa tsiku ndi tsiku popanda kuganizira. Ya $58.40 ndi chinthu chimene mumakonzekera, kufotokoza chifukwa, ndipo pamapeto pake kuchotsa. Mpata umenewo ndicho chotsutsana chonse cha mlingo wamtengo wotsika.

Chodziwitsa chimodzi choona. Pa mindandanda yodziyimira payokha ya zamitundu yambiri ndi ntchito zozikika, K2.6 yafotokozedwa pafupifupi pa malo a 26 mwa mitundu 115, avereji pafupi ndi 68.1 — yabwino, osati yotsogolera gulu. Masomphenya ake ndi amphamvu zoonadi pa kumvetsetsa zikalata, kuwerenga ma screenshot ndi UI, ndi kutanthauzira magraph kapena zithunzi za tsatanetsatane; ndi ofooka pa kuzindikira malo enieni — mabokosi olondola, kuwerengera kotsatanetsatane m'malo osokonezeka, OCR yolimba ya zolembedwa zowonongeka. Ngati mukufuna kuzindikira malo molondola mpaka pa pixel, yesani pa deta yanu poyamba. Ngati mukufuna mtundu wowunika screenshot ndikusankha chomwe chiyenera kudinidwa chotsatira, ichi ndicho chida choyenera kwambiri.

06Kuyitanitsa ntchito popanda kukana ndi unyolo wa agentic

K2.6 imathandiza kuyitanitsa ntchito koyambirira: mtunduwo umatulutsa mayitanidwe okonzedwa a chida mwachindunji kuchokera ku malongosoledwe a chida a JSON-schema amene mumapereka, m'malo mokakamizidwa kutulutsa mawu ogawanika. Ndi kambirano ka masitepe ambiri ndi mafunso a dongosolo, icho ndicho maziko onse a unyolo wa agent.

Chomwe "kuyitanitsa ntchito popanda kukana" imawonjezera ndi chinthu chosamvetsetseka kuposa mmene chimamvekera. Pa API yosefedwa, kukana mkati mwa unyolo wa agent kumaonekera m'njira zitatu zosiyana za kulephera:

• Kukana kolimba — sitepe imabweza mawu m'malo mwa kuyitanitsa chida, parser imalephera, unyoloyo umaduka. Kolira, pang'onopang'ono.
• Kukana kofewa — kuyitanidwa kumachitika koma ma parameter ndi ofowoketsedwa: funso lopepuka, parameter yofooketsedwa, katundu wodulidwa. Unyoloyo umapitirira ndi mkhalidwe wofowoketsedwa mwakachetechete ndipo mumazindikira masitepe anayi pambuyo pake.
• Kupewa kokonzeratu — dongosololo limapatuka nthambi yolondola isanafike pafupi. Simuoni ichi konse; mumangopeza dongosolo loipa popanda kufotokozedwa.

Zachiwiri ndi zachitatu ndizo zokwera mtengo, chifukwa sizioneka: palibe cholakwika, palibe chinthu mu ma log, palibe chosakira. Endpoint yopanda wosanjikiza wa kukana imachotsa gulu lonseli — ma parameter a kuyitanitsa chida a mtunduwo ndi ma parameter a kuyitanitsa chida a mtunduwo.

Ichi ndichofunika kwambiri m'madera amene amafunikira kuyenda kodzilamulira kwautali ndipo amakhudza zinthu zovuta ndi mwayi wina: kafukufuku wa chitetezo ndi red-teaming, kusanthula kwa ma virus ndi zochitika, kusanthula zikalata za zachipatala, kufufuza kwa milandu, ndi zida za kuwunika zomwe ziyenera kulingalira za zinthu zomwe zikuwunika. Kumanga chowunika cha kuwunika kumafunika mtundu wofunitsitsa kuyang'ana chomwe chikuwunika; icho si chinthu chosamveka, ndi ntchito yokhayo.

Zolemba zothandiza za kuyenda kwautali: reasoning_effort imakulolani kugwiritsa ntchito kuganiza kwambiri pa masitepe a dongosolo ndi kochepa pa amakina. Streaming ilipo pa zilankhulo zonse zitatu, choncho sitepe yaitali ingaonetse mmene ikuyendera kapena kuimitsidwa msanga. Ndipo ma token 262,144 a context amasunga mkhalidwe weniweni wa ntchito — zolemba za fayilo, zotsatira zakale za zida, dongosolo lomwe likuyenda — kukhalabe pa masitepe ambiri popanda kufupikitsanso kutembenuka kulikonse, komwe kokha ndi gwero lofala la agent kupatuka njira.

07Zotuluka zokonzedwa ndi zilankhulo zitatu za API

K2.6 imathandiza zonse ziwiri json_schema (kupanga kolamulidwa ndi schema molimba) ndi response_format yofewa kwambiri. Yerekezerani izo ndi mndandanda: awiri mwa mitundu khumi ndi iwiri pano sizithandiza zotuluka za schema zolimba, ndipo ngati sitepe yanu yotsatira ya kapangidwe imawerenga JSON, gululo si losankha.

Zotuluka za schema zolimba ndicho chimene chimapangitsa mtundu wosasidwa kugwiritsika ntchito ngati zomangamanga: ngati mtunduwo uyenera kutulutsa chinthu chogwirizana ndi schema yanu, mumapeza chitsimikizo cha kuwerenga chodziyimira pa chomwe ukanati mwina; palibe chiyambi, palibe chipepeso, palibe ndime yozungulira JSON yanu. Kuphatikiza ndi wosanjikiza wopanda kukana, icho ndi endpoint ya kutulutsa deta imene imabweza chinthu chanu pa yitanidwe lililonse, pa chikalata chilichonse, chikalatacho chikhale chokhudza chiyani.

Mbali	Chithandizo cha Kimi-K2.6	Zolemba
/v1/chat/completions	Inde	Mawonekedwe a OpenAI — sikani mu SDK zilizonse zomwe zilipo kale
/v1/messages	Inde	Mawonekedwe a Anthropic — mtundu womwewo, zolemera zomwezo
/v1/responses	Inde	Chomangamanga cha mawonekedwe a responses
Streaming	Inde	Pa zilankhulo zonse zitatu
Kuyitanitsa ntchito	Inde	Koyambirira, malongosoledwe a chida a JSON-schema
json_schema	Inde	Zotuluka zokonzedwa zolimba
response_format	Inde	Njira ya JSON yofewa kwambiri
reasoning_effort	Inde	Konzani ndalama za kuganiza pa yitanidwe lililonse
Zolowetsa za masomphenya	Inde	Zithunzi pamodzi ndi mawu

Zilankhulo zonse zitatu zimafikira zolemera zomwezo pa gulu lomwelo. Ikani kasitomala wa OpenAI amene alipo pa base URL, ikani model kukhala Kimi-K2.6-W4A16-AUTOROUND-REAP, ndipo mukuyenda. Mawonekedwe a mapempho ndi mayankho, machitidwe a streaming ndi malo oyeserera amoyo zili mu zolemba za API.

08Kumene Kimi K2.6 ndi chisankho cholakwika

Chitsogozo cha mtundu chomwe chimatchula zabwino zokha ndi chotsatsa. Nayi kumene tikanakutumizani kwina.

• Mukufuna malire okwera kwambiri pa kudutsa kumodzi kovuta. Pitani ku Kimi-K3 ndipo lipirani kuwirikiza 5. Ndicho chimene chimapangira.
• Mukufuna kuzindikira malo molondola mpaka pa pixel. Mabokosi olondola, OCR yolimba pa zolembedwa zowonongeka ndi kuwerengera kolondola m'malo osokonezeka si malo ake amphamvu kwambiri — yesani pa deta yanu poyamba.
• Mukufuna wotsika mtengo kuposa wotsika mtengo, popanda masomphenya. Mitundu ingapo ya mndandanda ili pa $0.50 / $2.00. Mtengo wowonjezera wa K2.6 umagula masomphenya ndi mawonekedwe a agentic a Kimi; ngati simufuna chilichonse mwa izi, tengani mlingo wotsika mtengo.
• Mukufuna ma token otuluka oposa 16,384 mu yankho limodzi. Malire amenewo amagwira ntchito pa mndandanda wonse — zikalata zazitali zimafunika kupangidwa m'zigawo mtundu uliwonse umene musankha.
• Mukufuna khalidwe la maziko lolondola mpaka pa biti. Iyi ndi build yodulidwa ndi ya quantization: kusinthana kodziwitsidwa, kofalitsidwa. Pa kafukufuku wa kubwereza, yendetsani motsutsana ndi zolemera zoyambirira za Moonshot.

Ziwerengero za kapangidwe, benchmark, ndi tsiku la kutulutsidwa za Kimi K2.6 ndi K3 zafalitsidwa ndi Moonshot ndipo zikuwonetsa maziko akulu, osati build yathu yopanikizidwa. Chiwerengero cha mndandanda wa zamitundu yambiri chichokera ku mndandanda wodziyimira payokha wa gulu lachitatu. Mitengo ya gateway ya Shannon ndi mitengo ya mndandanda pofika Seputembala 5, 2026.

09Mafunso ofunsidwa kawirikawiri

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Shannon AI imayendetsedwa ndi Shannon Lab LLC, New Mexico, USA. Magwero: Moonshot AI — Kimi K2 · REAP the Experts (arXiv 2510.13999) · Cerebras Research — REAP. Ziwerengero za benchmark za Kimi zochokera kumbuyo zafalitsidwa ndi Moonshot ndipo ndi zoyembekezera kutsimikiziridwa ndi ofufuza odziyimira payokha; zikufotokoza maziko osapanikizidwa, osati build ya Shannon ya quantization.